Data Science Pr
#0. INTRODUCTION The aim of this project is to construct a model to compute prime pure. The provided data contain 60000 observation. One way to compute prime pure is using the formula: \[ P_{pure}=E[N].E[Y] \] In this formula,E[N] is claims frequency and E[Y] is average cost of individual claims. However, the provided data doesn’t provide like claim frequency. So we will use this model \[ P_{pure}=P[Y>0]E[Y|Y>0,X] \] # 1. DATA MANAGEMENT ## Data Description ### DATASET
folder <- "D://ISFA//M2//Data Science"
training <- read.csv("D://ISFA//M2//Data Science//dataTrain_11.csv")
testing <- read.csv("D://ISFA//M2//Data Science//test.csv")VARIABLE - AGEGROUP
paste("The Interquartile range is", IQR(training$age))## [1] "The Interquartile range is 22"quantile(training$age)## 0% 25% 50% 75% 100%
## 18 30 40 52 144paste("Remove all observations whose age is above", 52 + 22*1.5)## [1] "Remove all observations whose age is above 85"training <- training %>% filter(age <= 85)
# Creating AgeGroup variable based on quartiles
training <- training %>%
mutate(AgeGroup = case_when(
age >= 18 & age < 30 ~ 1,
age >= 30 & age < 40 ~ 2,
age >= 40 & age < 52 ~ 3,
age >= 52 ~ 4
))N <- nrow(training)
paste("There are", N, "observations in our training set")## [1] "There are 58036 observations in our training set"VARIABLE FOR CLAIM
We create a new binary variable claimBin, which is 0 if no claim was present for the individual (claimValue = 0) and is 1 if claims were made (claimValue > 0).
training <- training %>%
mutate(claimBin = as.factor(case_when(
claimValue == 0 ~ 0,
claimValue > 0 ~ 1
)))head(training)## id gender carType carCategory occupation age carGroup bonus carValue
## 1 1 Male C Large Employed 31 11 -30 3595
## 2 2 Male A Large Employed 27 14 -50 17695
## 3 3 Male A Medium Retired 71 13 -30 9820
## 4 4 Male C Large Housewife 26 7 -50 11165
## 5 5 Male D Large Self-employed 45 13 -10 25485
## 6 6 Female D Medium Employed 34 10 100 26685
## material subRegion region cityDensity exposure claimNumber claimValue
## 1 0 Q34 Q 212.42471 365 0 0
## 2 1 L43 L 73.26207 264 0 0
## 3 0 R27 R 250.84133 365 0 0
## 4 1 R6 R 236.39938 365 0 0
## 5 0 P14 P 30.62119 365 0 0
## 6 0 L134 L 49.53391 365 0 0
## AgeGroup claimBin
## 1 2 0
## 2 1 0
## 3 4 0
## 4 1 0
## 5 3 0
## 6 2 0##Graphical Analysis ### BOXPLOT
b1 = ggplot(data = training) +
aes(x = claimValue) +
geom_boxplot(color = "darkred")
b2 = ggplot(data = training) +
aes(x = claimNumber) +
geom_boxplot(color = "darkred")
b1/(b2+b1)
From the boxplot above, it can be seen that out of 60,000 observations,
the number of policies with claim value and claim number equal to 0 is
very high.
HISTOGRAM
quantile(training$claimValue)## 0% 25% 50% 75% 100%
## 0.00 0.00 0.00 0.00 69068.03table(training$claimNumber)##
## 0 1 2 3 4 5 6 7 8
## 48923 7593 1201 247 44 15 9 3 1Up to 75% of policies received a claim value of 0 and there were 50,602 policies out of a total of 60,000 observed policies that received no claims.
The histogram below shows that the claim value and claim number that need to be claimed is not much compared to the number that does not have to be claimed
training %>%
mutate(claimV_positive = case_when(claimValue == 0 ~ "true",
claimValue != 0 ~ "false")) %>%
ggplot( aes(x = claimV_positive) )+
geom_bar(fill = "#112446")
ggplot(training) +
theme_minimal()
training %>%
mutate(claimN_positive = case_when(claimNumber == 0 ~ "true",
claimNumber != 0 ~ "false")) %>%
ggplot( aes(x = claimN_positive) )+
geom_bar(fill = "#112446")
ggplot(training) +
theme_minimal()
##Choosing Variables ### CORRELATION The figure below shows the correlation between quantitative variables in the data
training %>%
select_if(is.numeric) %>%
select(-c(material,id)) %>%
cor() %>%
ggcorrplot( hc.order = TRUE, type = "lower", outline.col = "gray",
colors = c("red", "white", "blue"))
ANOVA
anovaclaim <- aov((as.numeric(claimBin) - 1) ~ ., data = training)
summary(anovaclaim)## Df Sum Sq Mean Sq F value Pr(>F)
## id 1 0 0 6.314e+00 0.012 *
## gender 1 10 10 3.716e+02 <2e-16 ***
## carType 5 6 1 4.438e+01 <2e-16 ***
## carCategory 2 31 16 5.973e+02 <2e-16 ***
## occupation 4 108 27 1.033e+03 <2e-16 ***
## age 1 125 125 4.789e+03 <2e-16 ***
## carGroup 1 75 75 2.872e+03 <2e-16 ***
## bonus 1 257 257 9.841e+03 <2e-16 ***
## carValue 1 0 0 4.350e-01 0.510
## material 1 6 6 2.264e+02 <2e-16 ***
## subRegion 470 214 0 1.743e+01 <2e-16 ***
## exposure 1 33 33 1.280e+03 <2e-16 ***
## claimNumber 1 5304 5304 2.033e+05 <2e-16 ***
## claimValue 1 5 5 1.969e+02 <2e-16 ***
## AgeGroup 1 0 0 3.000e-03 0.960
## Residuals 57543 1501 0
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Remove carValue. We also remove carCategory. In the reality, claim value associate more with type and value of car than the size of car.
#2. P[Y>0]
#Import data
data_train<-trainingset.seed(6)## id gender carType carCategory occupation age carGroup bonus carValue
## 1: 1 Male C Large Employed 31 11 -30 3595
## 2: 2 Male A Large Employed 27 14 -50 17695
## 3: 3 Male A Medium Retired 71 13 -30 9820
## 4: 4 Male C Large Housewife 26 7 -50 11165
## 5: 5 Male D Large Self-employed 45 13 -10 25485
## 6: 6 Female D Medium Employed 34 10 100 26685
## material subRegion region cityDensity exposure claimNumber claimValue
## 1: 0 Q34 Q 212.42471 365 0 0
## 2: 1 L43 L 73.26207 264 0 0
## 3: 0 R27 R 250.84133 365 0 0
## 4: 1 R6 R 236.39938 365 0 0
## 5: 0 P14 P 30.62119 365 0 0
## 6: 0 L134 L 49.53391 365 0 0
## AgeGroup claimBin Employ_situation
## 1: 2 0 Working
## 2: 1 0 Working
## 3: 4 0 Jobless
## 4: 1 0 Jobless
## 5: 3 0 Working
## 6: 2 0 Workingsplit data
set.seed(6)
split.ratio<-0.8
data_used2<-data_used2[, split := sample(c("train", "test"), size = nrow(data_used2),
replace = TRUE,
prob = c(split.ratio, 1 - split.ratio))]
data_train_with_split<-data_used2[data_used2$split=="train",]
data_test_with_split<-data_used2[data_used2$split=="test",]
data_train_final<-data_train_with_split[,1:(ncol(data_train_with_split)-1)]
data_test_final<-data_test_with_split[,1:(ncol(data_train_with_split)-1)]MODELS FOR PROBABILITY OF CLAIM
claimBin <- as.numeric(data_used2$claimBin) - 1
N <- nrow(data_used2)GRAPHIC
ggplot(data_used2) +
aes(x = claimBin) +
geom_bar() +
labs(title = "Histogram for Claim") +
theme_minimal()
# Count
paste("Number of individual with claim is", sum(claimBin))## [1] "Number of individual with claim is 9102"paste("Number of individual with no claim is", N - sum(claimBin))## [1] "Number of individual with no claim is 48934"With that, we can have a formula to represent the dependent and independent variables for the construction of our models.
claimFormula <- as.formula("claimBin ~ gender + carType + Employ_situation + material + region + cityDensity + AgeGroup")LOGIT MODEL
logit.fit <- glm(claimFormula, data = data_train_final, family = binomial(link = "logit"))
summary(logit.fit)##
## Call:
## glm(formula = claimFormula, family = binomial(link = "logit"),
## data = data_train_final)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.1705 -0.6320 -0.4956 -0.3738 2.5633
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.3429145 0.0593667 -22.621 < 2e-16 ***
## genderMale 0.2867108 0.0278098 10.310 < 2e-16 ***
## carTypeB 0.0838360 0.0377804 2.219 0.026485 *
## carTypeC 0.0924192 0.0435626 2.122 0.033877 *
## carTypeD 0.1135912 0.0390217 2.911 0.003603 **
## carTypeE 0.1888923 0.0455617 4.146 3.39e-05 ***
## carTypeF 0.2748423 0.0583068 4.714 2.43e-06 ***
## Employ_situationWorking -0.0984115 0.0267044 -3.685 0.000229 ***
## material -0.1224025 0.0269336 -4.545 5.50e-06 ***
## regionM 0.1098562 0.0653542 1.681 0.092776 .
## regionN 0.1860055 0.0629230 2.956 0.003116 **
## regionO 0.0408078 0.0722498 0.565 0.572199
## regionP 0.0220216 0.0724373 0.304 0.761121
## regionQ -0.2166121 0.0572564 -3.783 0.000155 ***
## regionR -0.4489922 0.0925910 -4.849 1.24e-06 ***
## regionS 0.0448938 0.0734725 0.611 0.541181
## regionT 0.0995988 0.0712766 1.397 0.162306
## regionU -0.1375547 0.0676210 -2.034 0.041931 *
## cityDensity 0.0054124 0.0004416 12.257 < 2e-16 ***
## AgeGroup -0.4641030 0.0129213 -35.918 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 40320 on 46328 degrees of freedom
## Residual deviance: 38133 on 46309 degrees of freedom
## AIC: 38173
##
## Number of Fisher Scoring iterations: 5# Prediction of Probability of Claim
claimLogit <- as.numeric(predict(logit.fit, newdata = data_test_final, type = "response"))We decided to use the Sample Proportion as the threshold between “Claim” and “No Claim” for our confusion matrices.
sampleProp <- sum(as.numeric(data_test_final$claimBin) - 1)/nrow(data_test_final)
sampleProp## [1] 0.1550354# Confusion Matrix
logit.pred <- factor(claimLogit > sampleProp,
levels = c(FALSE, TRUE),
labels = c(0, 1))
confusionMatrix(data = logit.pred,
reference = as.factor(data_test_final$claimBin))## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 5932 681
## 1 3960 1134
##
## Accuracy : 0.6036
## 95% CI : (0.5946, 0.6124)
## No Information Rate : 0.845
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.1292
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.5997
## Specificity : 0.6248
## Pos Pred Value : 0.8970
## Neg Pred Value : 0.2226
## Prevalence : 0.8450
## Detection Rate : 0.5067
## Detection Prevalence : 0.5649
## Balanced Accuracy : 0.6122
##
## 'Positive' Class : 0
## PROBIT MODEL
probit.fit <- glm(claimFormula, data = data_train_final, family = binomial(link = "probit"))
summary(probit.fit)##
## Call:
## glm(formula = claimFormula, family = binomial(link = "probit"),
## data = data_train_final)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.1207 -0.6371 -0.5012 -0.3698 2.6090
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -0.8190410 0.0328878 -24.904 < 2e-16 ***
## genderMale 0.1504772 0.0152278 9.882 < 2e-16 ***
## carTypeB 0.0466778 0.0207370 2.251 0.024389 *
## carTypeC 0.0486848 0.0239631 2.032 0.042188 *
## carTypeD 0.0611087 0.0214747 2.846 0.004433 **
## carTypeE 0.1035350 0.0252862 4.095 4.23e-05 ***
## carTypeF 0.1491742 0.0326527 4.569 4.91e-06 ***
## Employ_situationWorking -0.0491766 0.0147676 -3.330 0.000868 ***
## material -0.0670586 0.0148098 -4.528 5.95e-06 ***
## regionM 0.0598652 0.0365195 1.639 0.101157
## regionN 0.0993010 0.0349121 2.844 0.004451 **
## regionO 0.0213320 0.0384673 0.555 0.579203
## regionP 0.0151380 0.0385102 0.393 0.694252
## regionQ -0.1251275 0.0313686 -3.989 6.64e-05 ***
## regionR -0.2537274 0.0515014 -4.927 8.37e-07 ***
## regionS 0.0247838 0.0390900 0.634 0.526067
## regionT 0.0513314 0.0381526 1.345 0.178488
## regionU -0.0755241 0.0365118 -2.068 0.038594 *
## cityDensity 0.0030105 0.0002463 12.221 < 2e-16 ***
## AgeGroup -0.2497143 0.0069943 -35.703 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 40320 on 46328 degrees of freedom
## Residual deviance: 38168 on 46309 degrees of freedom
## AIC: 38208
##
## Number of Fisher Scoring iterations: 4# Prediction of Probability of Claim
claimProbit <- predict(probit.fit, newdata = data_test_final, type = "response")# Confusion Matrix
probit.pred <- factor(claimProbit > sampleProp,
levels = c(FALSE, TRUE),
labels = c(0, 1))
confusionMatrix(data = probit.pred,
reference = as.factor(data_test_final$claimBin))## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 5805 658
## 1 4087 1157
##
## Accuracy : 0.5947
## 95% CI : (0.5857, 0.6036)
## No Information Rate : 0.845
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.1266
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.5868
## Specificity : 0.6375
## Pos Pred Value : 0.8982
## Neg Pred Value : 0.2206
## Prevalence : 0.8450
## Detection Rate : 0.4959
## Detection Prevalence : 0.5521
## Balanced Accuracy : 0.6122
##
## 'Positive' Class : 0
## CART
library(rpart)# Grow tree
cart.fit <- rpart(claimFormula,
method="class",
data=data_train_final,
control =rpart.control(minsplit = 10, cp=0.0005))
cart.fit## n= 46329
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 46329 7287 0 (0.8427119 0.1572881)
## 2) AgeGroup>=1.5 34879 4180 0 (0.8801571 0.1198429) *
## 3) AgeGroup< 1.5 11450 3107 0 (0.7286463 0.2713537)
## 6) cityDensity< 140.7238 7567 1744 0 (0.7695256 0.2304744) *
## 7) cityDensity>=140.7238 3883 1363 0 (0.6489827 0.3510173)
## 14) gender=Female 1628 459 0 (0.7180590 0.2819410) *
## 15) gender=Male 2255 904 0 (0.5991131 0.4008869)
## 30) cityDensity< 221.9608 1281 471 0 (0.6323185 0.3676815)
## 60) region=Q,R 991 330 0 (0.6670030 0.3329970)
## 120) carType=A,B,C,D,E 931 299 0 (0.6788400 0.3211600) *
## 121) carType=F 60 29 1 (0.4833333 0.5166667)
## 242) cityDensity< 208.7416 46 20 0 (0.5652174 0.4347826) *
## 243) cityDensity>=208.7416 14 3 1 (0.2142857 0.7857143) *
## 61) region=M 290 141 0 (0.5137931 0.4862069)
## 122) carType=A 96 33 0 (0.6562500 0.3437500) *
## 123) carType=B,C,D,E,F 194 86 1 (0.4432990 0.5567010)
## 246) cityDensity< 170.5884 97 47 0 (0.5154639 0.4845361)
## 492) carType=B,C,D,E 91 42 0 (0.5384615 0.4615385)
## 984) Employ_situation=Working 54 20 0 (0.6296296 0.3703704) *
## 985) Employ_situation=Jobless 37 15 1 (0.4054054 0.5945946) *
## 493) carType=F 6 1 1 (0.1666667 0.8333333) *
## 247) cityDensity>=170.5884 97 36 1 (0.3711340 0.6288660) *
## 31) cityDensity>=221.9608 974 433 0 (0.5554415 0.4445585)
## 62) cityDensity>=296.1145 41 10 0 (0.7560976 0.2439024) *
## 63) cityDensity< 296.1145 933 423 0 (0.5466238 0.4533762)
## 126) cityDensity< 251.1371 454 190 0 (0.5814978 0.4185022) *
## 127) cityDensity>=251.1371 479 233 0 (0.5135699 0.4864301)
## 254) cityDensity>=274.0297 278 120 0 (0.5683453 0.4316547)
## 508) cityDensity< 287.8772 197 75 0 (0.6192893 0.3807107) *
## 509) cityDensity>=287.8772 81 36 1 (0.4444444 0.5555556)
## 1018) carType=C,E 21 8 0 (0.6190476 0.3809524) *
## 1019) carType=A,B,D,F 60 23 1 (0.3833333 0.6166667) *
## 255) cityDensity< 274.0297 201 88 1 (0.4378109 0.5621891)
## 510) carType=F 11 2 0 (0.8181818 0.1818182) *
## 511) carType=A,B,C,D,E 190 79 1 (0.4157895 0.5842105) *# Plot tree
plot(cart.fit, uniform=TRUE,
main="Classification Tree for Claim")
text(cart.fit, use.n=TRUE, all=TRUE, cex=.8)
# Predict with tree
claimCart <- predict(cart.fit, data_test_final, type = "prob")# Confusion Matrix
cart.pred <- factor(claimCart[,2] > sampleProp,
levels = c(FALSE, TRUE),
labels = c(0, 1))
confusionMatrix(data = cart.pred,
reference = as.factor(data_test_final$claimBin))## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 7805 1023
## 1 2087 792
##
## Accuracy : 0.7343
## 95% CI : (0.7262, 0.7423)
## No Information Rate : 0.845
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.1819
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.7890
## Specificity : 0.4364
## Pos Pred Value : 0.8841
## Neg Pred Value : 0.2751
## Prevalence : 0.8450
## Detection Rate : 0.6667
## Detection Prevalence : 0.7541
## Balanced Accuracy : 0.6127
##
## 'Positive' Class : 0
## RANDOM FOREST
library(randomForest)# Building the forest
rf.fit <- randomForest(claimFormula,
data = data_train_final,
importance = TRUE,
mode = "classification")rf.fit##
## Call:
## randomForest(formula = claimFormula, data = data_train_final, importance = TRUE, mode = "classification")
## Type of random forest: classification
## Number of trees: 500
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 15.71%
## Confusion matrix:
## 0 1 class.error
## 0 39038 4 0.0001024538
## 1 7272 15 0.9979415397claimRf <- predict(rf.fit, data_test_final, type = "prob")# Confusion Matrix
rf.pred <- factor(claimRf[,2] > sampleProp,
levels = c(FALSE, TRUE),
labels = c(0, 1))
confusionMatrix(data = rf.pred,
reference = as.factor(data_test_final$claimBin))## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 9705 1683
## 1 187 132
##
## Accuracy : 0.8403
## 95% CI : (0.8335, 0.8469)
## No Information Rate : 0.845
## P-Value [Acc > NIR] : 0.9214
##
## Kappa : 0.0811
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.98110
## Specificity : 0.07273
## Pos Pred Value : 0.85221
## Neg Pred Value : 0.41379
## Prevalence : 0.84496
## Detection Rate : 0.82899
## Detection Prevalence : 0.97275
## Balanced Accuracy : 0.52691
##
## 'Positive' Class : 0
## XGBOOST
library(xgboost)
library(e1071)# Independent variables for train
xg.mat.indep.tr <- data.matrix(data_train_final[,c(1,2,3,5,7,9,10)])
xg.mat.dep.tr <- data.matrix(data_train_final[,4]) - 1
xg.mat.indep.vl <- data.matrix(data_test_final[,c(1,2,3,5,7,9,10)])
xg.mat.dep.vl <- data.matrix(data_test_final[,4]) - 1
# Convert to XGMatrix
xg.mat.tr <- xgb.DMatrix(data = xg.mat.indep.tr,
label = xg.mat.dep.tr)
xg.mat.vl <- xgb.DMatrix(data = xg.mat.indep.vl,
label = xg.mat.dep.vl)# Confusion Matrix
claimXg <- claimXg[seq(2,length(claimXg),2)]
xg.pred <- factor(claimXg > sampleProp,
levels = c(FALSE, TRUE),
labels = c(0, 1))
confusionMatrix(data = xg.pred,
reference = as.factor(data_test_final$claimBin))## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 7954 1296
## 1 1938 519
##
## Accuracy : 0.7238
## 95% CI : (0.7156, 0.7318)
## No Information Rate : 0.845
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.0787
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.8041
## Specificity : 0.2860
## Pos Pred Value : 0.8599
## Neg Pred Value : 0.2112
## Prevalence : 0.8450
## Detection Rate : 0.6794
## Detection Prevalence : 0.7901
## Balanced Accuracy : 0.5450
##
## 'Positive' Class : 0
## ROC AUC
library(pROC)## Type 'citation("pROC")' for a citation.##
## Attachement du package : 'pROC'## Les objets suivants sont masqués depuis 'package:stats':
##
## cov, smooth, varFor Logit Model
rocLogit <- roc(data_test_final$claimBin, claimLogit)## Setting levels: control = 0, case = 1## Setting direction: controls < casesauc(rocLogit)## Area under the curve: 0.663For Probit Model
rocProbit <- roc(data_test_final$claimBin, claimProbit)## Setting levels: control = 0, case = 1## Setting direction: controls < casesauc(rocProbit)## Area under the curve: 0.6628For CART
rocCart <- roc(data_test_final$claimBin, claimCart[,2])## Setting levels: control = 0, case = 1## Setting direction: controls < casesauc(rocCart)## Area under the curve: 0.6186For Random Forest
rocRf <- roc(data_test_final$claimBin, claimRf[,2])## Setting levels: control = 0, case = 1## Setting direction: controls < casesauc(rocRf)## Area under the curve: 0.605For XGBoost
rocXg <- roc(data_test_final$claimBin, claimXg)## Setting levels: control = 0, case = 1## Setting direction: controls < casesauc(rocXg)## Area under the curve: 0.5737We tabulate our results
data.frame(Model = c("Logit", "Probit", "CART", "RF", "XGBoost"),
Accuracy = c(0.6036, 0.5947, 0.7343, 0.8403, 0.7238),
ROCAUC = c(0.6630, 0.6628, 0.6186, 0.6050, 0.5737))## Model Accuracy ROCAUC
## 1 Logit 0.6036 0.6630
## 2 Probit 0.5947 0.6628
## 3 CART 0.7343 0.6186
## 4 RF 0.8403 0.6050
## 5 XGBoost 0.7238 0.5737We decided to choose Random Forest model for our Probability of Claim. However, since there should be some observations with probability 0, we will automatically treat this as having a 0.0001 so that Pure Premium is not 0.
# claimRf.test <- predict(rf.fit, [...], type = "prob")
# claimRf.test[< 0.0001] <- 0.0001
# mutate them cot nay vao data test#3.E[Y|Y>0,X=X] This part count only the datas have claimValue >0 so we will have different data management compared to the last part
#Read data and data management
#E(Y│Y>0,X=x)
##Data management
###Loai tren 85
data_used<-data_train[data_train$age<=85,]
data_used_regression2<-data_used[data_used$claimValue>0,]
###Phan lai nhom tuoi
data_used_regression2<-data.table(data_used_regression2)
#Occupation distint
head(data_used_regression2[,Employ_situation:= as.factor(ifelse(occupation == "Employed"|occupation == "Self-employed","Working", "Jobless"))])## id gender carType carCategory occupation age carGroup bonus carValue
## 1: 9 Female C Medium Employed 33 8 -50 6395
## 2: 11 Female A Large Housewife 44 13 50 126235
## 3: 13 Male C Medium Employed 38 16 100 14490
## 4: 21 Female A Small Employed 31 18 100 6255
## 5: 32 Female A Large Self-employed 64 19 -50 46225
## 6: 33 Male A Small Housewife 33 9 40 10585
## material subRegion region cityDensity exposure claimNumber claimValue
## 1: 0 O34 O 33.76302 246 1 559.26566
## 2: 0 Q41 Q 213.25565 365 1 898.49461
## 3: 1 R25 R 270.87401 365 1 87.79707
## 4: 0 L1 L 48.33069 215 1 790.83635
## 5: 1 R24 R 225.14174 365 1 808.28032
## 6: 1 Q24 Q 222.73537 365 1 1066.50283
## AgeGroup claimBin Employ_situation
## 1: 2 1 Working
## 2: 3 1 Jobless
## 3: 2 1 Working
## 4: 2 1 Working
## 5: 4 1 Working
## 6: 2 1 Jobless#Chosing variable
# "gender",
# "carType",
# "Employ_situation",
# "AgeGroup",
# "material",
# "region",
# "cityDensity"
data_used_regression2<-data_used_regression2[,c(2,3,19,17,10,12,13,16)]
data_used_regression2$material<-as.factor(data_used_regression2$material)
head(data_used_regression2)## gender carType Employ_situation AgeGroup material region cityDensity
## 1: Female C Working 2 0 O 33.76302
## 2: Female A Jobless 3 0 Q 213.25565
## 3: Male C Working 2 1 R 270.87401
## 4: Female A Working 2 0 L 48.33069
## 5: Female A Working 4 1 R 225.14174
## 6: Male A Jobless 2 1 Q 222.73537
## claimValue
## 1: 559.26566
## 2: 898.49461
## 3: 87.79707
## 4: 790.83635
## 5: 808.28032
## 6: 1066.50283We split the data into 2 part
split.ratio<-0.8
data_used_regression2<-data_used_regression2[, split := sample(c("train", "test"), size = nrow(data_used_regression2),
replace = TRUE,
prob = c(split.ratio, 1 - split.ratio))]
#Train and test data for XGBOOST
data_train_with_split2<-data_used_regression2[data_used_regression2$split=="train",]
data_test_with_split2<-data_used_regression2[data_used_regression2$split=="test",]
#Train and test data
data_train_final2<-data_train_with_split2[,1:(ncol(data_train_with_split2)-1)]
data_test_final2<-data_test_with_split2[,1:(ncol(data_train_with_split2)-1)]we will start with a simple model The Generalized Linear Model (GLM) for the Gamma distribution
##GLM
# Model
#Premier modele lognormal
modele_gamma<-glm(formula = data_train_final2$claimValue ~ gender+
carType+Employ_situation+AgeGroup+material+region+cityDensity
,data=data_train_final2, family = Gamma(link="log"))
summary(modele_gamma)##
## Call:
## glm(formula = data_train_final2$claimValue ~ gender + carType +
## Employ_situation + AgeGroup + material + region + cityDensity,
## family = Gamma(link = "log"), data = data_train_final2)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -5.1695 -1.5014 -0.8690 -0.1164 7.4341
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7.8235567 0.1129750 69.250 < 2e-16 ***
## genderMale -0.0796038 0.0526400 -1.512 0.13052
## carTypeB 0.1059311 0.0722931 1.465 0.14288
## carTypeC 0.1203397 0.0818170 1.471 0.14138
## carTypeD 0.1277359 0.0737956 1.731 0.08350 .
## carTypeE 0.1647146 0.0857437 1.921 0.05477 .
## carTypeF 0.0117467 0.1072885 0.109 0.91282
## Employ_situationWorking -0.0645130 0.0496785 -1.299 0.19412
## AgeGroup -0.0741224 0.0237840 -3.116 0.00184 **
## material1 -0.1420362 0.0513949 -2.764 0.00573 **
## regionM -0.0147859 0.1238051 -0.119 0.90494
## regionN 0.0891010 0.1195183 0.746 0.45599
## regionO 0.0286005 0.1363754 0.210 0.83389
## regionP -0.1914566 0.1368395 -1.399 0.16182
## regionQ -0.1112315 0.1088269 -1.022 0.30677
## regionR 0.0148145 0.1735129 0.085 0.93196
## regionS 0.0750982 0.1427812 0.526 0.59893
## regionT -0.0357792 0.1382612 -0.259 0.79581
## regionU -0.1005755 0.1278818 -0.786 0.43162
## cityDensity 0.0001874 0.0008211 0.228 0.81944
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for Gamma family taken to be 4.429914)
##
## Null deviance: 16626 on 7301 degrees of freedom
## Residual deviance: 16439 on 7282 degrees of freedom
## AIC: 123765
##
## Number of Fisher Scoring iterations: 8predictions_gamma <- predict(modele_gamma, data_test_final2)
rmse_gamma <- sqrt(mean((predictions_gamma - data_test_final2$claimValue)^2))
rmse_gamma## [1] 4969.359As we can see the RMSE is very high, so we will try a different model ##XGBOOST ###Data management
Since XGBoost needs all the inputs to be numbers, We will have to convert the data we use into number. We will use one hot encoding to convert.If we just label encore, xgboost will wrongly interpret thefeature as having a numeric relationship
#Conversion from categorical to numeric variables using one hot encoding
ohe.features <- c("gender",
"carType",
"Employ_situation",
"AgeGroup",
"material",
"region",
"cityDensity")
ohe.string <- paste(" ~ ", paste(ohe.features, collapse=" + "), sep = "")
ohe.dummies_train <- dummyVars(ohe.string, data = data_train_final2[, ..ohe.features])
ohe.dummies_test <- dummyVars(ohe.string, data = data_test_final2[, ..ohe.features])
train_data_xgb<-predict(ohe.dummies_train, newdata = data_train_final2[, ..ohe.features]) %>% as.data.table
test_data_xgb<-predict(ohe.dummies_test, newdata = data_test_final2[, ..ohe.features]) %>% as.data.table
train_data_xgb<-cbind.data.frame(train_data_xgb,data_train_final2$claimValue)
test_data_xgb<-cbind.data.frame(test_data_xgb,data_test_final2$claimValue)
names(train_data_xgb)[ncol(train_data_xgb)] <- "claimValue"
names(test_data_xgb)[ncol(test_data_xgb)] <- "claimValue"###Simple XGBoost We run a simple Model
dbX <- as(as.matrix(train_data_xgb[,-ncol(train_data_xgb)]),"dgCMatrix")
dbY <- as.numeric(train_data_xgb$claimValue)
dbTrain_xgb <- xgb.DMatrix(data = dbX, label = dbY)
dbZ <- as(as.matrix(test_data_xgb[,-ncol(test_data_xgb)]),"dgCMatrix")
dbK <- as.numeric(test_data_xgb$claimValue)
dbTest_xgb <- xgb.DMatrix(data = dbZ, label = dbK)
watchlist <- list(train = dbTrain_xgb, test = dbTest_xgb)
xgb.model1 <- xgb.train(data = dbTrain_xgb,
nround = 100,
max_depth = 6,
eta = 0.3,
gamma = 0,
min_child_weight = 1,
subsample = 1,
objective = "reg:squarederror"
)
xgb.pred1 <- predict(xgb.model1,dbTest_xgb)
RMSE(xgb.pred1,test_data_xgb$claimValue)## [1] 5035.723summary(xgb.model1)## Length Class Mode
## handle 1 xgb.Booster.handle externalptr
## raw 414816 -none- raw
## niter 1 -none- numeric
## call 9 -none- call
## params 7 -none- list
## callbacks 1 -none- list
## feature_names 24 -none- character
## nfeatures 1 -none- numericThe RMSE high. We now try to do a grid-Search to try out many different combination of hyper-parameters to see which combination gives us the best fit
grid_tune <- expand.grid(
nrounds = c(100,200,500), #number of trees
max_depth = c(2,4,6),
eta = c(0.1,0.2,0.3), #c(0.025,0.05,0.1,0.3), #Learning rate
gamma = 0,
colsample_bytree = c(0.4),
min_child_weight = c(1,2,3), # c(1,2,3) # the larger, the more conservative the model
#is; can be used as a stop
subsample = c(0.5, 0.75, 1.0)
)
train_control <- trainControl(method = "cv",
number=5,
verboseIter = TRUE,
allowParallel = TRUE)
xgb_tune <- train(x = train_data_xgb[,-ncol(train_data_xgb)],
y = train_data_xgb[,ncol(train_data_xgb)],
trControl = train_control,
tuneGrid = grid_tune,
method= "xgbTree",
objective = "reg:squarederror",
verbose = TRUE)## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:33:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:33:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:34:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:34:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold1: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:35:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:35:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:36:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:36:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold2: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:37:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:37:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:38:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:38:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:33] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold3: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:51] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:39:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:39:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:15] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:22] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:54] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:40:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:40:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:04] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:36] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:43] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold4: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:46] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:53] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:56] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:58] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:41:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:41:59] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:01] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:03] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:06] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:18] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:25] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.1, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:28] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:29] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:31] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:35] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:38] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:40] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:41] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:45] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:48] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:50] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:52] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:55] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:42:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:42:57] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:00] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:02] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:05] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:07] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.2, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:08] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:09] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:10] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:11] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:12] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:13] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:14] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=2, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:16] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:17] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:19] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:20] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:21] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:23] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:24] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:26] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:27] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=4, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:30] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:32] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:34] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=1, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:37] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:39] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:42] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=2, subsample=1.00, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:44] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.50, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:47] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=0.75, nrounds=500
## + Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.## [23:43:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## [23:43:49] WARNING: amalgamation/../src/c_api/c_api.cc:785: `ntree_limit` is deprecated, use `iteration_range` instead.
## - Fold5: eta=0.3, max_depth=6, gamma=0, colsample_bytree=0.4, min_child_weight=3, subsample=1.00, nrounds=500
## Aggregating results
## Selecting tuning parameters
## Fitting nrounds = 100, max_depth = 2, eta = 0.1, gamma = 0, colsample_bytree = 0.4, min_child_weight = 1, subsample = 1 on full training set## Warning in check.booster.params(params, ...): The following parameters were provided multiple times:
## objective
## Only the last value for each of them will be used.xgb_tune## eXtreme Gradient Boosting
##
## 7302 samples
## 24 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 5841, 5842, 5842, 5842, 5841
## Resampling results across tuning parameters:
##
## eta max_depth min_child_weight subsample nrounds RMSE Rsquared
## 0.1 2 1 0.50 100 4381.505 1.374824e-03
## 0.1 2 1 0.50 200 4397.004 6.476787e-04
## 0.1 2 1 0.50 500 4426.407 2.773700e-04
## 0.1 2 1 0.75 100 4381.076 1.549471e-03
## 0.1 2 1 0.75 200 4390.097 1.245650e-03
## 0.1 2 1 0.75 500 4422.469 5.294791e-04
## 0.1 2 1 1.00 100 4375.697 2.443742e-03
## 0.1 2 1 1.00 200 4388.271 1.343041e-03
## 0.1 2 1 1.00 500 4419.950 5.218796e-04
## 0.1 2 2 0.50 100 4388.346 8.174715e-04
## 0.1 2 2 0.50 200 4399.955 4.680420e-04
## 0.1 2 2 0.50 500 4435.872 4.915641e-04
## 0.1 2 2 0.75 100 4379.800 2.025166e-03
## 0.1 2 2 0.75 200 4393.733 7.882954e-04
## 0.1 2 2 0.75 500 4422.061 4.494835e-04
## 0.1 2 2 1.00 100 4375.722 2.619692e-03
## 0.1 2 2 1.00 200 4387.777 1.334955e-03
## 0.1 2 2 1.00 500 4418.134 4.478668e-04
## 0.1 2 3 0.50 100 4382.601 1.451582e-03
## 0.1 2 3 0.50 200 4397.920 7.156296e-04
## 0.1 2 3 0.50 500 4428.317 6.481122e-04
## 0.1 2 3 0.75 100 4377.925 1.952087e-03
## 0.1 2 3 0.75 200 4390.319 1.057430e-03
## 0.1 2 3 0.75 500 4421.196 6.914774e-04
## 0.1 2 3 1.00 100 4376.895 2.264582e-03
## 0.1 2 3 1.00 200 4386.655 1.328831e-03
## 0.1 2 3 1.00 500 4420.667 3.384117e-04
## 0.1 4 1 0.50 100 4424.161 8.653572e-04
## 0.1 4 1 0.50 200 4480.358 5.058890e-04
## 0.1 4 1 0.50 500 4596.716 2.635078e-04
## 0.1 4 1 0.75 100 4422.601 3.332554e-04
## 0.1 4 1 0.75 200 4475.662 1.081310e-04
## 0.1 4 1 0.75 500 4581.794 4.328349e-04
## 0.1 4 1 1.00 100 4416.376 3.848559e-04
## 0.1 4 1 1.00 200 4458.375 1.323028e-04
## 0.1 4 1 1.00 500 4553.832 1.714453e-04
## 0.1 4 2 0.50 100 4427.025 4.937275e-04
## 0.1 4 2 0.50 200 4476.882 3.027901e-04
## 0.1 4 2 0.50 500 4600.098 4.193660e-04
## 0.1 4 2 0.75 100 4422.035 1.639298e-04
## 0.1 4 2 0.75 200 4466.035 1.948572e-04
## 0.1 4 2 0.75 500 4567.051 3.286612e-04
## 0.1 4 2 1.00 100 4414.741 5.899031e-04
## 0.1 4 2 1.00 200 4451.761 3.505086e-04
## 0.1 4 2 1.00 500 4552.923 2.026055e-04
## 0.1 4 3 0.50 100 4427.635 4.288559e-04
## 0.1 4 3 0.50 200 4474.438 5.177370e-04
## 0.1 4 3 0.50 500 4576.473 7.435758e-04
## 0.1 4 3 0.75 100 4419.401 2.525057e-04
## 0.1 4 3 0.75 200 4460.394 3.049454e-04
## 0.1 4 3 0.75 500 4562.968 2.359492e-04
## 0.1 4 3 1.00 100 4414.656 4.425964e-04
## 0.1 4 3 1.00 200 4450.554 2.813415e-04
## 0.1 4 3 1.00 500 4543.869 1.991924e-04
## 0.1 6 1 0.50 100 4512.841 2.088518e-04
## 0.1 6 1 0.50 200 4611.267 3.376906e-04
## 0.1 6 1 0.50 500 4839.599 8.182460e-04
## 0.1 6 1 0.75 100 4488.634 2.905396e-04
## 0.1 6 1 0.75 200 4602.398 6.123689e-04
## 0.1 6 1 0.75 500 4805.886 9.619774e-04
## 0.1 6 1 1.00 100 4484.830 2.473651e-04
## 0.1 6 1 1.00 200 4565.369 3.877288e-04
## 0.1 6 1 1.00 500 4740.449 6.723432e-04
## 0.1 6 2 0.50 100 4489.311 2.052182e-04
## 0.1 6 2 0.50 200 4588.146 4.418979e-04
## 0.1 6 2 0.50 500 4788.531 2.411465e-04
## 0.1 6 2 0.75 100 4477.061 2.388320e-04
## 0.1 6 2 0.75 200 4573.497 3.542309e-04
## 0.1 6 2 0.75 500 4761.575 5.983329e-04
## 0.1 6 2 1.00 100 4474.073 2.219441e-04
## 0.1 6 2 1.00 200 4549.836 4.992956e-04
## 0.1 6 2 1.00 500 4716.080 6.136063e-04
## 0.1 6 3 0.50 100 4491.451 3.354033e-04
## 0.1 6 3 0.50 200 4571.501 3.821102e-04
## 0.1 6 3 0.50 500 4764.758 5.777768e-04
## 0.1 6 3 0.75 100 4479.903 2.373590e-04
## 0.1 6 3 0.75 200 4570.117 3.840426e-04
## 0.1 6 3 0.75 500 4750.197 4.138975e-04
## 0.1 6 3 1.00 100 4461.669 1.375385e-04
## 0.1 6 3 1.00 200 4536.168 1.315631e-04
## 0.1 6 3 1.00 500 4708.420 3.064583e-04
## 0.2 2 1 0.50 100 4403.139 4.650957e-04
## 0.2 2 1 0.50 200 4424.445 2.977192e-04
## 0.2 2 1 0.50 500 4475.910 6.309765e-04
## 0.2 2 1 0.75 100 4393.399 1.492733e-03
## 0.2 2 1 0.75 200 4415.205 8.434659e-04
## 0.2 2 1 0.75 500 4465.073 4.984124e-04
## 0.2 2 1 1.00 100 4390.030 1.134925e-03
## 0.2 2 1 1.00 200 4413.300 3.965868e-04
## 0.2 2 1 1.00 500 4467.894 3.312005e-04
## 0.2 2 2 0.50 100 4400.908 9.659393e-04
## 0.2 2 2 0.50 200 4429.652 3.790634e-04
## 0.2 2 2 0.50 500 4481.525 6.089675e-04
## 0.2 2 2 0.75 100 4392.008 1.093614e-03
## 0.2 2 2 0.75 200 4413.824 7.999611e-04
## 0.2 2 2 0.75 500 4462.468 6.063127e-04
## 0.2 2 2 1.00 100 4386.923 1.497348e-03
## 0.2 2 2 1.00 200 4413.905 3.423411e-04
## 0.2 2 2 1.00 500 4462.609 3.264886e-04
## 0.2 2 3 0.50 100 4403.034 6.874876e-04
## 0.2 2 3 0.50 200 4423.841 4.552110e-04
## 0.2 2 3 0.50 500 4473.865 5.503982e-04
## 0.2 2 3 0.75 100 4389.940 1.299395e-03
## 0.2 2 3 0.75 200 4413.164 7.743252e-04
## 0.2 2 3 0.75 500 4459.737 8.976360e-04
## 0.2 2 3 1.00 100 4387.408 1.370318e-03
## 0.2 2 3 1.00 200 4409.385 5.048397e-04
## 0.2 2 3 1.00 500 4459.369 4.013924e-04
## 0.2 4 1 0.50 100 4502.444 1.957455e-04
## 0.2 4 1 0.50 200 4591.900 8.609906e-05
## 0.2 4 1 0.50 500 4772.652 6.780506e-04
## 0.2 4 1 0.75 100 4482.415 1.870850e-04
## 0.2 4 1 0.75 200 4569.255 2.857014e-04
## 0.2 4 1 0.75 500 4714.475 6.089895e-04
## 0.2 4 1 1.00 100 4463.100 2.271138e-04
## 0.2 4 1 1.00 200 4533.280 1.965866e-04
## 0.2 4 1 1.00 500 4671.366 3.520396e-04
## 0.2 4 2 0.50 100 4509.728 5.992237e-04
## 0.2 4 2 0.50 200 4604.267 3.899632e-04
## 0.2 4 2 0.50 500 4782.599 3.263491e-04
## 0.2 4 2 0.75 100 4471.688 4.135482e-04
## 0.2 4 2 0.75 200 4558.670 3.354498e-04
## 0.2 4 2 0.75 500 4697.764 3.307469e-04
## 0.2 4 2 1.00 100 4459.515 1.400295e-04
## 0.2 4 2 1.00 200 4528.681 2.031974e-04
## 0.2 4 2 1.00 500 4668.788 2.428076e-04
## 0.2 4 3 0.50 100 4482.633 4.983944e-04
## 0.2 4 3 0.50 200 4573.388 8.440147e-04
## 0.2 4 3 0.50 500 4735.884 7.399286e-04
## 0.2 4 3 0.75 100 4471.997 6.097253e-04
## 0.2 4 3 0.75 200 4559.130 1.783976e-04
## 0.2 4 3 0.75 500 4700.900 2.521437e-04
## 0.2 4 3 1.00 100 4455.817 4.630573e-04
## 0.2 4 3 1.00 200 4524.828 1.576098e-04
## 0.2 4 3 1.00 500 4674.272 2.455403e-04
## 0.2 6 1 0.50 100 4655.890 3.163891e-04
## 0.2 6 1 0.50 200 4826.992 5.557711e-04
## 0.2 6 1 0.50 500 5124.978 4.488945e-04
## 0.2 6 1 0.75 100 4620.307 3.064634e-04
## 0.2 6 1 0.75 200 4787.363 3.986085e-04
## 0.2 6 1 0.75 500 5084.891 8.582338e-04
## 0.2 6 1 1.00 100 4568.914 7.482686e-04
## 0.2 6 1 1.00 200 4718.947 7.038351e-04
## 0.2 6 1 1.00 500 4938.624 9.150700e-04
## 0.2 6 2 0.50 100 4683.702 7.373860e-04
## 0.2 6 2 0.50 200 4813.809 8.698287e-04
## 0.2 6 2 0.50 500 5074.600 7.143226e-04
## 0.2 6 2 0.75 100 4602.877 2.611693e-04
## 0.2 6 2 0.75 200 4752.722 7.775277e-04
## 0.2 6 2 0.75 500 5022.585 1.004693e-03
## 0.2 6 2 1.00 100 4569.881 3.877219e-04
## 0.2 6 2 1.00 200 4687.355 7.359013e-04
## 0.2 6 2 1.00 500 4928.637 9.944723e-04
## 0.2 6 3 0.50 100 4639.224 3.478010e-04
## 0.2 6 3 0.50 200 4755.566 4.112216e-04
## 0.2 6 3 0.50 500 5038.093 1.924944e-04
## 0.2 6 3 0.75 100 4596.580 7.186661e-04
## 0.2 6 3 0.75 200 4750.807 7.084885e-04
## 0.2 6 3 0.75 500 5002.947 8.995065e-04
## 0.2 6 3 1.00 100 4554.791 3.641760e-04
## 0.2 6 3 1.00 200 4685.304 1.811269e-04
## 0.2 6 3 1.00 500 4901.142 5.062928e-04
## 0.3 2 1 0.50 100 4420.312 7.507904e-04
## 0.3 2 1 0.50 200 4449.284 4.327419e-04
## 0.3 2 1 0.50 500 4523.502 5.054715e-04
## 0.3 2 1 0.75 100 4414.731 6.745753e-04
## 0.3 2 1 0.75 200 4449.996 1.594474e-04
## 0.3 2 1 0.75 500 4496.795 2.553240e-04
## 0.3 2 1 1.00 100 4401.374 8.442726e-04
## 0.3 2 1 1.00 200 4429.374 4.302801e-04
## 0.3 2 1 1.00 500 4491.849 3.107001e-04
## 0.3 2 2 0.50 100 4421.788 1.235219e-03
## 0.3 2 2 0.50 200 4462.735 7.026833e-04
## 0.3 2 2 0.50 500 4530.553 3.228927e-04
## 0.3 2 2 0.75 100 4408.724 5.771339e-04
## 0.3 2 2 0.75 200 4446.804 4.099086e-04
## 0.3 2 2 0.75 500 4501.857 3.258674e-04
## 0.3 2 2 1.00 100 4398.861 1.035941e-03
## 0.3 2 2 1.00 200 4431.299 3.181583e-04
## 0.3 2 2 1.00 500 4494.122 2.781871e-04
## 0.3 2 3 0.50 100 4424.252 6.488797e-04
## 0.3 2 3 0.50 200 4461.548 4.510856e-04
## 0.3 2 3 0.50 500 4527.157 4.065127e-04
## 0.3 2 3 0.75 100 4412.775 8.607148e-04
## 0.3 2 3 0.75 200 4449.767 2.354200e-04
## 0.3 2 3 0.75 500 4493.816 4.247253e-04
## 0.3 2 3 1.00 100 4404.264 5.753331e-04
## 0.3 2 3 1.00 200 4431.015 3.972907e-04
## 0.3 2 3 1.00 500 4493.533 4.050974e-04
## 0.3 4 1 0.50 100 4594.183 2.849204e-04
## 0.3 4 1 0.50 200 4725.111 3.925840e-04
## 0.3 4 1 0.50 500 4939.961 6.970453e-04
## 0.3 4 1 0.75 100 4546.470 2.329073e-04
## 0.3 4 1 0.75 200 4645.785 4.063817e-04
## 0.3 4 1 0.75 500 4846.341 8.701386e-04
## 0.3 4 1 1.00 100 4523.557 5.586803e-05
## 0.3 4 1 1.00 200 4614.551 1.160870e-04
## 0.3 4 1 1.00 500 4808.964 5.477077e-04
## 0.3 4 2 0.50 100 4586.234 6.555203e-04
## 0.3 4 2 0.50 200 4706.838 3.656184e-04
## 0.3 4 2 0.50 500 4914.131 5.243015e-04
## 0.3 4 2 0.75 100 4553.321 1.645278e-04
## 0.3 4 2 0.75 200 4661.215 5.210704e-04
## 0.3 4 2 0.75 500 4836.860 5.789504e-04
## 0.3 4 2 1.00 100 4502.259 3.437701e-04
## 0.3 4 2 1.00 200 4585.275 2.458155e-04
## 0.3 4 2 1.00 500 4756.228 3.993481e-04
## 0.3 4 3 0.50 100 4567.754 2.471932e-04
## 0.3 4 3 0.50 200 4676.887 2.942752e-04
## 0.3 4 3 0.50 500 4882.812 1.077516e-04
## 0.3 4 3 0.75 100 4542.825 2.615360e-04
## 0.3 4 3 0.75 200 4649.902 3.245262e-04
## 0.3 4 3 0.75 500 4826.911 2.100587e-04
## 0.3 4 3 1.00 100 4509.042 9.428845e-05
## 0.3 4 3 1.00 200 4599.920 9.074876e-05
## 0.3 4 3 1.00 500 4771.927 2.940682e-04
## 0.3 6 1 0.50 100 4825.672 1.031123e-03
## 0.3 6 1 0.50 200 5002.025 1.170793e-03
## 0.3 6 1 0.50 500 5299.008 8.513617e-04
## 0.3 6 1 0.75 100 4755.559 4.934681e-04
## 0.3 6 1 0.75 200 4981.072 8.367567e-04
## 0.3 6 1 0.75 500 5269.750 7.707018e-04
## 0.3 6 1 1.00 100 4692.462 4.604037e-04
## 0.3 6 1 1.00 200 4829.040 6.999263e-04
## 0.3 6 1 1.00 500 5101.315 8.059833e-04
## 0.3 6 2 0.50 100 4777.483 6.151001e-04
## 0.3 6 2 0.50 200 4994.914 7.323964e-04
## 0.3 6 2 0.50 500 5345.957 8.225558e-04
## 0.3 6 2 0.75 100 4734.464 2.061251e-04
## 0.3 6 2 0.75 200 4896.000 5.995936e-04
## 0.3 6 2 0.75 500 5220.505 9.170559e-04
## 0.3 6 2 1.00 100 4628.730 5.784965e-04
## 0.3 6 2 1.00 200 4770.372 7.597828e-04
## 0.3 6 2 1.00 500 5077.325 5.198482e-04
## 0.3 6 3 0.50 100 4757.996 2.809929e-04
## 0.3 6 3 0.50 200 4923.695 3.958095e-04
## 0.3 6 3 0.50 500 5202.290 2.510423e-04
## 0.3 6 3 0.75 100 4704.357 5.249167e-04
## 0.3 6 3 0.75 200 4904.585 1.024855e-03
## 0.3 6 3 0.75 500 5191.722 9.855303e-04
## 0.3 6 3 1.00 100 4650.835 5.913761e-04
## 0.3 6 3 1.00 200 4790.149 6.966569e-04
## 0.3 6 3 1.00 500 5059.999 1.011286e-03
## MAE
## 2177.710
## 2186.892
## 2214.893
## 2172.917
## 2187.457
## 2208.752
## 2177.636
## 2186.095
## 2209.359
## 2186.028
## 2195.112
## 2227.792
## 2179.317
## 2193.497
## 2209.908
## 2176.533
## 2185.233
## 2206.344
## 2186.554
## 2197.160
## 2219.921
## 2178.381
## 2190.698
## 2218.415
## 2178.130
## 2185.081
## 2207.803
## 2211.388
## 2253.764
## 2345.381
## 2206.251
## 2243.853
## 2316.610
## 2201.948
## 2231.319
## 2296.525
## 2212.589
## 2243.662
## 2344.833
## 2206.096
## 2240.395
## 2313.472
## 2202.908
## 2230.158
## 2301.975
## 2210.852
## 2243.260
## 2332.207
## 2200.668
## 2232.792
## 2311.119
## 2200.495
## 2226.027
## 2293.897
## 2264.589
## 2334.178
## 2533.462
## 2250.298
## 2332.876
## 2496.047
## 2243.802
## 2300.286
## 2434.258
## 2254.397
## 2333.468
## 2511.398
## 2245.467
## 2318.057
## 2480.183
## 2246.540
## 2300.023
## 2443.325
## 2261.407
## 2333.823
## 2504.986
## 2248.272
## 2309.356
## 2478.656
## 2236.023
## 2288.605
## 2425.703
## 2196.327
## 2217.746
## 2249.614
## 2194.561
## 2209.330
## 2243.851
## 2188.246
## 2203.277
## 2240.277
## 2188.607
## 2212.183
## 2249.969
## 2192.882
## 2210.665
## 2244.638
## 2185.616
## 2201.599
## 2236.845
## 2198.213
## 2210.805
## 2262.783
## 2188.193
## 2201.925
## 2245.888
## 2185.716
## 2201.367
## 2236.490
## 2264.260
## 2349.431
## 2507.453
## 2256.691
## 2327.071
## 2442.544
## 2242.911
## 2291.146
## 2398.218
## 2276.686
## 2357.121
## 2504.382
## 2236.437
## 2303.607
## 2420.030
## 2228.917
## 2286.473
## 2400.658
## 2249.545
## 2340.464
## 2502.995
## 2242.675
## 2309.028
## 2444.839
## 2226.785
## 2272.997
## 2394.436
## 2399.939
## 2563.187
## 2828.425
## 2341.093
## 2476.202
## 2721.778
## 2310.582
## 2425.512
## 2600.784
## 2415.391
## 2553.430
## 2809.659
## 2347.734
## 2481.174
## 2723.621
## 2317.245
## 2414.941
## 2615.955
## 2400.581
## 2531.603
## 2806.153
## 2346.793
## 2483.126
## 2725.627
## 2307.660
## 2414.139
## 2618.543
## 2217.515
## 2231.665
## 2304.542
## 2211.205
## 2231.782
## 2278.402
## 2197.427
## 2215.870
## 2262.932
## 2212.896
## 2253.668
## 2315.415
## 2201.240
## 2233.624
## 2283.051
## 2190.492
## 2214.183
## 2262.162
## 2209.201
## 2239.291
## 2303.683
## 2206.116
## 2227.084
## 2279.271
## 2197.350
## 2213.850
## 2263.335
## 2341.683
## 2461.204
## 2648.679
## 2283.113
## 2367.065
## 2538.270
## 2280.051
## 2351.834
## 2501.905
## 2339.494
## 2460.164
## 2655.368
## 2306.831
## 2394.060
## 2563.195
## 2261.193
## 2329.909
## 2484.861
## 2335.888
## 2434.575
## 2662.725
## 2309.185
## 2390.568
## 2562.258
## 2265.443
## 2339.746
## 2490.882
## 2557.255
## 2743.071
## 3038.329
## 2461.332
## 2653.736
## 2929.607
## 2401.180
## 2507.544
## 2738.510
## 2542.425
## 2749.475
## 3087.739
## 2460.244
## 2620.079
## 2928.100
## 2377.194
## 2494.497
## 2755.527
## 2511.983
## 2719.466
## 3006.017
## 2447.853
## 2639.646
## 2910.471
## 2387.957
## 2515.237
## 2760.100
##
## Tuning parameter 'gamma' was held constant at a value of 0
## Tuning
## parameter 'colsample_bytree' was held constant at a value of 0.4
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were nrounds = 100, max_depth = 2, eta
## = 0.1, gamma = 0, colsample_bytree = 0.4, min_child_weight = 1 and subsample
## = 1.###XGBoost after tunning We found that this combination of hyper-parameters will give us best fit max_depth = 2, eta = 0.1, gamma = 0, min_child_weight = 3, colsample_bytree = 0.4, subsample = 1, objective = “reg:squarederror”
xgb.model.best.tune <- xgb.train(data = dbTrain_xgb,
label = dbY,
nround = 100,
max_depth = 2,
eta = 0.1,
gamma = 0,
min_child_weight = 3,
colsample_bytree = 0.4,
subsample = 1,
objective = "reg:squarederror"
)## [23:43:49] WARNING: amalgamation/../src/learner.cc:627:
## Parameters: { "label" } might not be used.
##
## This could be a false alarm, with some parameters getting used by language bindings but
## then being mistakenly passed down to XGBoost core, or some parameter actually being used
## but getting flagged wrongly here. Please open an issue if you find any such cases.xgb.pred2 <- predict(xgb.model.best.tune,dbTest_xgb)
rmse_xgb_tuned = caret::RMSE(test_data_xgb$claimValue, xgb.pred2)
importance.matrix <- xgb.importance(feature_names = xgb.model.best.tune$feature_names, model =xgb.model.best.tune)
xgb.plot.importance(importance_matrix = importance.matrix)
rmse_xgb_tuned## [1] 4484.422##RANDOM FOREST
##Data management
data_rf<-rbind.data.frame(data_train_final2,data_test_final2)
train.rf<-data_train_final2
test.rf<-data_test_final2
train.rf$gender<-as.factor(train.rf$gender)
train.rf$carType<-as.factor(train.rf$carType)
train.rf$Employ_situation<-as.factor(train.rf$Employ_situation)
train.rf$AgeGroup<-as.factor(train.rf$AgeGroup)
train.rf$material<-as.factor(train.rf$material)
train.rf$region<-as.factor(train.rf$region)
test.rf$gender<-as.factor(test.rf$gender)
test.rf$carType<-as.factor(test.rf$carType)
test.rf$Employ_situation<-as.factor(test.rf$Employ_situation)
test.rf$AgeGroup<-as.factor(test.rf$AgeGroup)
test.rf$material<-as.factor(test.rf$material)
test.rf$region<-as.factor(test.rf$region)###Simple We Run a simple random forest
set.seed(1234)
library(Metrics)##
## Attachement du package : 'Metrics'## L'objet suivant est masqué depuis 'package:pROC':
##
## auc## Les objets suivants sont masqués depuis 'package:caret':
##
## precision, recall## L'objet suivant est masqué depuis 'package:forecast':
##
## accuracyrf.default<-randomForest(formula = claimValue~.,
data=train.rf,
method = "rf"
)
rf.default##
## Call:
## randomForest(formula = claimValue ~ ., data = train.rf, method = "rf")
## Type of random forest: regression
## Number of trees: 500
## No. of variables tried at each split: 2
##
## Mean of squared residuals: 19870535
## % Var explained: -3.55rf.default.pre1 <- predict(rf.default,test.rf)
rmse_rf_default<-rmse(rf.default.pre1,test.rf$claimValue)
rmse_rf_default## [1] 4529.062improve model
library(h2o)##
## ----------------------------------------------------------------------
##
## Your next step is to start H2O:
## > h2o.init()
##
## For H2O package documentation, ask for help:
## > ??h2o
##
## After starting H2O, you can use the Web UI at http://localhost:54321
## For more information visit https://docs.h2o.ai
##
## ----------------------------------------------------------------------##
## Attachement du package : 'h2o'## L'objet suivant est masqué depuis 'package:pROC':
##
## var## Les objets suivants sont masqués depuis 'package:data.table':
##
## hour, month, week, year## Les objets suivants sont masqués depuis 'package:stats':
##
## cor, sd, var## Les objets suivants sont masqués depuis 'package:base':
##
## %*%, %in%, &&, ||, apply, as.factor, as.numeric, colnames,
## colnames<-, ifelse, is.character, is.factor, is.numeric, log,
## log10, log1p, log2, round, signif, trunc#h2o.shutdown(prompt = FALSE)
h2o.init()##
## H2O is not running yet, starting it now...
##
## Note: In case of errors look at the following log files:
## C:\Users\Admin\AppData\Local\Temp\RtmpCChK78\file4350516655eb/h2o_Admin_started_from_r.out
## C:\Users\Admin\AppData\Local\Temp\RtmpCChK78\file43506d4f177d/h2o_Admin_started_from_r.err
##
##
## Starting H2O JVM and connecting: Connection successful!
##
## R is connected to the H2O cluster:
## H2O cluster uptime: 4 seconds 716 milliseconds
## H2O cluster timezone: Europe/Paris
## H2O data parsing timezone: UTC
## H2O cluster version: 3.38.0.1
## H2O cluster version age: 3 months and 17 days !!!
## H2O cluster name: H2O_started_from_R_Admin_gvy866
## H2O cluster total nodes: 1
## H2O cluster total memory: 1.74 GB
## H2O cluster total cores: 8
## H2O cluster allowed cores: 8
## H2O cluster healthy: TRUE
## H2O Connection ip: localhost
## H2O Connection port: 54321
## H2O Connection proxy: NA
## H2O Internal Security: FALSE
## R Version: R version 4.2.2 (2022-10-31 ucrt)## Warning in h2o.clusterInfo():
## Your H2O cluster version is too old (3 months and 17 days)!
## Please download and install the latest version from http://h2o.ai/download/train.h2o <- as.h2o(train.rf)##
|
| | 0%
|
|======================================================================| 100%y <- "claimValue"
x <- setdiff(names(train.rf), y)
# hyperparameter grid
hyper_grid.h2o <- list(
ntrees = seq(100, 300, by = 100),
mtries = seq(3, 6, by = 1),
sample_rate = c(.55, .632, 0.75),
max_depth = seq(10, 30, by = 10),
min_rows = seq(1, 3, by = 1),
nbins = seq(20, 30, by = 10)
)
# build grid search
grid <- h2o.grid(
algorithm = "randomForest",
grid_id = "rf_grid",
x = x,
y = y,
seed = 1234,
nfolds =5,
training_frame = train.h2o,
hyper_params = hyper_grid.h2o,
search_criteria = list(strategy = "Cartesian")
)##
|
| | 0%
|
|======================================================================| 100%## Warning in h2o.getGrid(grid_id = grid_id): Some models were not built due to a
## failure, for more details run `summary(grid_object, show_stack_traces = TRUE)`# collect the results and sort by our model performance metric of choice
grid_perf <- h2o.getGrid(
grid_id = "rf_grid",
sort_by = "residual_deviance",
decreasing = FALSE
)## Warning in h2o.getGrid(grid_id = "rf_grid", sort_by = "residual_deviance", :
## Some models were not built due to a failure, for more details run
## `summary(grid_object, show_stack_traces = TRUE)`grid_perf@summary_table## Hyper-Parameter Search Summary: ordered by increasing residual_deviance
## max_depth min_rows mtries nbins ntrees sample_rate model_ids
## 1 10.00000 3.00000 3.00000 20.00000 100.00000 0.55000 rf_grid_model_7
## 2 10.00000 2.00000 3.00000 20.00000 100.00000 0.55000 rf_grid_model_4
## 3 10.00000 3.00000 4.00000 20.00000 100.00000 0.55000 rf_grid_model_16
## 4 30.00000 3.00000 3.00000 20.00000 100.00000 0.55000 rf_grid_model_9
## 5 20.00000 3.00000 3.00000 20.00000 100.00000 0.55000 rf_grid_model_8
## residual_deviance
## 1 19659187.42577
## 2 19787157.14055
## 3 19834685.82624
## 4 19942685.04045
## 5 19943250.67920
##
## ---
## max_depth min_rows mtries nbins ntrees sample_rate model_ids
## 18 10.00000 1.00000 6.00000 20.00000 100.00000 0.55000 rf_grid_model_28
## 19 20.00000 1.00000 3.00000 20.00000 100.00000 0.55000 rf_grid_model_2
## 20 30.00000 1.00000 3.00000 20.00000 100.00000 0.55000 rf_grid_model_3
## 21 20.00000 1.00000 4.00000 20.00000 100.00000 0.55000 rf_grid_model_11
## 22 30.00000 1.00000 4.00000 20.00000 100.00000 0.55000 rf_grid_model_12
## 23 20.00000 1.00000 5.00000 20.00000 100.00000 0.55000 rf_grid_model_20
## residual_deviance
## 18 20722854.38533
## 19 21527174.62177
## 20 21533848.52169
## 21 22380314.07232
## 22 22385307.13729
## 23 22767241.52061###Random forest with better hyperparameters with best rf model
#best_model1 <- h2o.getModel(grid_perf@model_ids[[1]])
rf.better<-randomForest(formula = claimValue~.,
max_depth = 20,
min_rows = 2,
nbin = 20,
ntrees = 100,
mtries = 5,
sample_rate = 0.55,
data=train.rf,
method = "rf"
)
rf.pred2 <- predict(rf.better,test.rf)
#rf.better.pre2 <- predict(rf.better,test.rf)
#rsme_rf_tuned<-rmse(rf.better.pre2,test.rf$claimValue)#4.COMPARISION ##GLM and RADOMFOREST and XGBOOST First, we do a cross-validation between GLM gamma and RF
library(cvTools)## Le chargement a nécessité le package : robustbase##
## Attachement du package : 'robustbase'## L'objet suivant est masqué depuis 'package:boot':
##
## salinity##
## Attachement du package : 'cvTools'## L'objet suivant est masqué depuis 'package:Metrics':
##
## mapeset.seed(5)
# Generate some test data
k <- 10 #the number of folds
folds <- cvFolds(NROW(data_rf), K=k)
error_glm<-c()
error_rf<-c()
for(i in 1:k){
train <- data_rf[folds$subsets[folds$which != i], ] #Set the training set
validation <- data_rf[folds$subsets[folds$which == i], ] #Set the validation set
newrf <- randomForest(data=train,
claimValue~.,
max_depth = 20,
min_rows = 2,
nbin = 20,
ntrees = 100,
mtries = 5,
sample_rate = 0.55,
method = "rf"
)
newglm_gamma<-glm(formula = claimValue ~ gender+
carType+Employ_situation+AgeGroup+material+region+cityDensity
,data=train, family = Gamma(link="log"))
#Get the predicitons for the validation set (from the model just fit on the train data)
res_glm <- sqrt(mean((predict(newglm_gamma,newdata=validation)-validation$claimValue)^2))
res_rf <- sqrt(mean((predict(newrf,newdata=validation)-validation$claimValue)^2))
#print(error_glm)
error_glm<-c(error_glm,res_glm)
error_rf<-c( error_rf,res_rf)
}
#error_glm
#error_rf
#error_glm<-c(error_glm,res_glm)
# error_rf<-c( error_rf,res_rf)Compare error of predicting between GLM gamma and RF
error_pr_glm.rf<-cbind(error_glm,error_rf)
error_pr_glm.rf<-as.data.frame(error_pr_glm.rf)
colnames(error_pr_glm.rf) <- c("glm.gamma","randomforest")
library(plotly)
fig0 <- plot_ly(error_pr_glm.rf, type = 'box')
fig0 <- fig0 %>%
add_trace(y=~glm.gamma, name="gamma")%>%
add_trace(y=~randomforest, name="randomforest")%>%
layout(title = "Prediction Error",
xaxis = list(title = "Model"),
yaxis = list (title = "RMSE"))
fig0We can see that Randomforest perform better that GLM Gamma
Since xgboost require changing character into number so we do a seperate cross validation. Because the data is big so the result of comparation between the 3 model can be accepted.
#one hot encoding
set.seed(5)
ohe.features <- c("gender",
"carType",
"Employ_situation",
"AgeGroup",
"material",
"region",
"cityDensity")
ohe.string <- paste(" ~ ", paste(ohe.features, collapse=" + "), sep = "")
ohe.dummies <- dummyVars(ohe.string, data = data_rf[, ..ohe.features])
data.ohe1 <- predict(ohe.dummies, newdata = data_rf[, ..ohe.features]) %>% as.data.table
data.ohe1<- cbind.data.frame(data.ohe1,data_rf$claimValue)
names(data.ohe1)[ncol(data.ohe1)] <- "claimValue"
#dataset$holdoutpred #do whatever you want with these predictions
library(plyr)## ------------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## ------------------------------------------------------------------------------##
## Attachement du package : 'plyr'## Les objets suivants sont masqués depuis 'package:plotly':
##
## arrange, mutate, rename, summarise## Les objets suivants sont masqués depuis 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize## L'objet suivant est masqué depuis 'package:purrr':
##
## compactnfold <- 10
folds <- createFolds(y =data.ohe1[,25],k=10)
error_xgb <- lapply(1:10, function(kk){
## Data management
# Train
train <- data.ohe1[which(1:nrow(data.ohe1) %in% folds[[kk]]),]
dbX <- as(as.matrix(train[,-ncol(train)]),"dgCMatrix")
dbY <- as.numeric(train$claimValue)
dbTrain <- xgb.DMatrix(data = dbX, label = dbY)
# Test
test <- data.ohe1[which(1:nrow(data.ohe1) %in% folds[[kk]]),]
dbX <- as(as.matrix(test[,-ncol(test)]),"dgCMatrix")
dbY <- as.numeric(test$claimValue)
dbTest <- xgb.DMatrix(data = dbX, label = dbY)
xgb <- xgb.train(nround = 100,
max_depth = 2,
eta = 0.1,
gamma = 0,
min_child_weight = 3,
colsample_bytree = 0.4,
subsample = 0.5,
objective = "reg:squarederror",
verbose = FALSE, data = dbTrain
)
res_xgb <- sqrt(mean((predict(xgb,dbTest)-dbY)^2))
return(c(res_xgb))
})
error_xgb <- as.data.frame(do.call("rbind",error_xgb))Compare error of predicting between 3 models
error_pr<-cbind(error_xgb,error_glm,error_rf)
error_pr<-as.data.frame(error_pr)
colnames(error_pr) <- c("xgb","glm.gamma","randomforest")
library(plotly)
fig <- plot_ly(error_pr, type = 'box')
fig <- fig %>%
add_trace(y=~xgb, name="xgboost")%>%
add_trace(y=~glm.gamma, name="gamma")%>%
add_trace(y=~randomforest, name="randomforest")%>%
layout(title = "Prediction Error",
xaxis = list(title = "Model"),
yaxis = list (title = "RMSE"))
figFrom the figuer, we can see that random forest performance is the best of 2 model in the sense of the RMSE.
#5.PRICING So now we apply our model to calculate the prime pure. The model will take the data.test as input and return the prime value
#Data management
#gender + carType + Employ_situation + material + region + cityDensity + AgeGroup
# "gender",
# "carType",
# "Employ_situation",
# "AgeGroup",
# "material",
# "region",
# "cityDensity"
#Data Management
testing0<-testing
testing0 <- testing0%>%
mutate(AgeGroup = case_when(
age >= 18 & age < 30 ~ 1,
age >= 30 & age < 40 ~ 2,
age >= 40 & age < 52 ~ 3,
age >= 52 ~ 4
))
testing0<-data.table(testing0)
head(testing0[,Employ_situation:= as.factor(ifelse(occupation == "Employed"|occupation == "Self-employed","Working", "Jobless"))])## id gender carType carCategory occupation age carGroup bonus carValue
## 1: 1 Male C Medium Employed 38 16 -30 47095
## 2: 2 Female C Medium Unemployed 20 8 -10 8720
## 3: 3 Female B Small Housewife 21 8 0 8145
## 4: 4 Male A Large Housewife 45 13 -50 19790
## 5: 5 Male D Small Self-employed 49 10 -50 18265
## 6: 6 Female F Small Employed 34 8 -50 5475
## material subRegion region cityDensity AgeGroup Employ_situation
## 1: 1 Q18 Q 211.8309 2 Working
## 2: 1 R5 R 258.9237 1 Jobless
## 3: 0 Q23 Q 205.4308 1 Jobless
## 4: 0 R20 R 290.1327 3 Jobless
## 5: 1 R14 R 275.0923 3 Working
## 6: 1 R29 R 291.3195 2 Working##ESTIMATE P
p<-predict(rf.fit, testing0, type = "prob")
for(i in 1:length(p)){
if(p[i] == 0){
p[i] = 0.001
}
}
##Estimate E[X|X,Y>0]
testing.final<-testing0[,c(2,3,15,14,10,12,13)]
testing.final$material<-as.factor(testing.final$material)
ohe.features <- c("gender",
"carType",
"Employ_situation",
"AgeGroup",
"material",
"region",
"cityDensity")
ohe.string <- paste(" ~ ", paste(ohe.features, collapse=" + "), sep = "")
ohe.dummies <- dummyVars(ohe.string, data = data_rf[, ..ohe.features])
data.ohe_final <- predict(ohe.dummies, newdata = testing.final[, ..ohe.features]) %>% as.data.table
db_pricing <- as(as.matrix(data.ohe_final),"dgCMatrix")
E_predicted<-predict(xgb.model.best.tune,db_pricing)
prime_pure<-p*E_predicted
x<-c()
x<-cbind.data.frame(p,E_predicted,prime_pure)
colnames(x) <- c("P(Y<0)", "P(Y>0)", "E[Y|X,Y>0]","?", "Prime pure")
View(x)
final_product<-cbind.data.frame(testing,x$`P(Y>0)`,x$`E[Y|X,Y>0]`,x$`Prime pure`)
colnames(final_product)[c(14,15,16)] <- c("P(Y>0)", "E[Y|X,Y>0]", "Prime pure")
final_product_of_project<-final_product[,c(1,ncol(final_product))]
library("writexl")
write_xlsx(final_product,"D://ISFA//M2//Data Science//Prime_pure_final1.xlsx")
write.csv2(final_product_of_project,file = "D://ISFA//M2//Data Science//premium_n.csv",sep = ",",append = TRUE)## Warning in write.csv2(final_product_of_project, file = "D://ISFA//M2//Data
## Science//premium_n.csv", : une tentative de modification de 'append' a échoué## Warning in write.csv2(final_product_of_project, file = "D://ISFA//M2//Data
## Science//premium_n.csv", : une tentative de modification de 'sep' a échoué